{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "kernelspec": {
      "display_name": "pytorch",
      "language": "python",
      "name": "pytorch"
    },
    "language_info": {
      "codemirror_mode": {
        "name": "ipython",
        "version": 3
      },
      "file_extension": ".py",
      "mimetype": "text/x-python",
      "name": "python",
      "nbconvert_exporter": "python",
      "pygments_lexer": "ipython3",
      "version": "3.6.6"
    },
    "colab": {
      "name": "linear_feature_eval.ipynb",
      "provenance": [],
      "include_colab_link": true
    },
    "accelerator": "GPU"
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/sthalles/SimCLR/blob/master/feature_eval/linear_feature_eval.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "WSgRE1CcLqdS",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 163
        },
        "outputId": "855d3d81-1171-42c9-b4a6-957c6528fcca"
      },
      "source": [
        "!pip install gdown"
      ],
      "execution_count": 1,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Requirement already satisfied: gdown in /usr/local/lib/python3.6/dist-packages (3.6.4)\n",
            "Requirement already satisfied: tqdm in /usr/local/lib/python3.6/dist-packages (from gdown) (4.38.0)\n",
            "Requirement already satisfied: requests in /usr/local/lib/python3.6/dist-packages (from gdown) (2.21.0)\n",
            "Requirement already satisfied: six in /usr/local/lib/python3.6/dist-packages (from gdown) (1.12.0)\n",
            "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.6/dist-packages (from requests->gdown) (2020.4.5.1)\n",
            "Requirement already satisfied: chardet<3.1.0,>=3.0.2 in /usr/local/lib/python3.6/dist-packages (from requests->gdown) (3.0.4)\n",
            "Requirement already satisfied: urllib3<1.25,>=1.21.1 in /usr/local/lib/python3.6/dist-packages (from requests->gdown) (1.24.3)\n",
            "Requirement already satisfied: idna<2.9,>=2.5 in /usr/local/lib/python3.6/dist-packages (from requests->gdown) (2.8)\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "G7YMxsvEZMrX",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 272
        },
        "outputId": "869571ca-c1fa-40fd-e687-f0962aba76e5"
      },
      "source": [
        "folder_name = 'resnet-18_80-epochs'\n",
        "\n",
        "# !gdown https://drive.google.com/uc?id=1c4eVon0sUd-ChVhH6XMpF6nCngNJsAPk # ResNet 18 --> 40 epochs trained\n",
        "!gdown https://drive.google.com/uc?id=1L0yoeY9i2mzDcj69P4slTWb-cfr3PyoT # ResNet 18 --> 80 epochs trained\n",
        "!unzip resnet-18_80-epochs\n",
        "!ls"
      ],
      "execution_count": 2,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Downloading...\n",
            "From: https://drive.google.com/uc?id=1L0yoeY9i2mzDcj69P4slTWb-cfr3PyoT\n",
            "To: /content/resnet-18_80-epochs.zip\n",
            "43.3MB [00:00, 93.1MB/s]\n",
            "Archive:  resnet-18_80-epochs.zip\n",
            "   creating: resnet-18_80-epochs/\n",
            "   creating: resnet-18_80-epochs/checkpoints/\n",
            "  inflating: resnet-18_80-epochs/checkpoints/config.yaml  \n",
            "  inflating: resnet-18_80-epochs/checkpoints/model.pth  \n",
            "  inflating: resnet-18_80-epochs/checkpoints/resnet_simclr.py  \n",
            "  inflating: resnet-18_80-epochs/events.out.tfevents.1584175972.thallessilva.7272.0  \n",
            " resnet-18_80-epochs\t   stl10_binary\t\t  'view?usp=sharing'\n",
            " resnet-18_80-epochs.zip   stl10_binary.tar.gz\n",
            " sample_data\t\t   stl10_binary.tar.gz.1\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Muj3TrwSNLEu",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 72
        },
        "outputId": "4d67b96d-6c5d-4703-d2dc-1cb599d27db2"
      },
      "source": [
        "!ls"
      ],
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            " resnet-18_80-epochs\t   stl10_binary\t\t  'view?usp=sharing'\n",
            " resnet-18_80-epochs.zip   stl10_binary.tar.gz\n",
            " sample_data\t\t   stl10_binary.tar.gz.1\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "vEoblAn6RsO7",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 417
        },
        "outputId": "9906b2c4-bbfa-45dc-9e66-32464e0dbaa3"
      },
      "source": [
        "# download and extract stl10\n",
        "!wget http://ai.stanford.edu/~acoates/stl10/stl10_binary.tar.gz\n",
        "!tar -zxvf stl10_binary.tar.gz\n",
        "!ls"
      ],
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "--2020-04-25 21:21:34--  http://ai.stanford.edu/~acoates/stl10/stl10_binary.tar.gz\n",
            "Resolving ai.stanford.edu (ai.stanford.edu)... 171.64.68.10\n",
            "Connecting to ai.stanford.edu (ai.stanford.edu)|171.64.68.10|:80... connected.\n",
            "HTTP request sent, awaiting response... 200 OK\n",
            "Length: 2640397119 (2.5G) [application/x-gzip]\n",
            "Saving to: ‘stl10_binary.tar.gz.2’\n",
            "\n",
            "stl10_binary.tar.gz 100%[===================>]   2.46G  63.5MB/s    in 34s     \n",
            "\n",
            "2020-04-25 21:22:07 (75.1 MB/s) - ‘stl10_binary.tar.gz.2’ saved [2640397119/2640397119]\n",
            "\n",
            "stl10_binary/\n",
            "stl10_binary/test_X.bin\n",
            "stl10_binary/test_y.bin\n",
            "stl10_binary/train_X.bin\n",
            "stl10_binary/train_y.bin\n",
            "stl10_binary/unlabeled_X.bin\n",
            "stl10_binary/class_names.txt\n",
            "stl10_binary/fold_indices.txt\n",
            " resnet-18_80-epochs\t   stl10_binary\t\t   stl10_binary.tar.gz.2\n",
            " resnet-18_80-epochs.zip   stl10_binary.tar.gz\t  'view?usp=sharing'\n",
            " sample_data\t\t   stl10_binary.tar.gz.1\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "aFnFqIFLLjQZ",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "import torch\n",
        "import sys\n",
        "import numpy as np\n",
        "import os\n",
        "from sklearn.neighbors import KNeighborsClassifier\n",
        "import yaml\n",
        "import matplotlib.pyplot as plt\n",
        "from sklearn.decomposition import PCA\n",
        "from sklearn.linear_model import LogisticRegression\n",
        "from sklearn import preprocessing\n",
        "import importlib.util"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "lDfbL3w_Z0Od",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        },
        "outputId": "52656481-7f67-452a-d85a-c10707c29f43"
      },
      "source": [
        "device = 'cuda' if torch.cuda.is_available() else 'cpu'\n",
        "print(\"Using device:\", device)"
      ],
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Using device: cuda\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "IQMIryc6LjQd",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 217
        },
        "outputId": "5b02308c-a5ab-4bbc-f158-5e6129164017"
      },
      "source": [
        "checkpoints_folder = os.path.join(folder_name, 'checkpoints')\n",
        "config = yaml.load(open(os.path.join(checkpoints_folder, \"config.yaml\"), \"r\"))\n",
        "config"
      ],
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "{'batch_size': 512,\n",
              " 'dataset': {'input_shape': '(96,96,3)',\n",
              "  'num_workers': 0,\n",
              "  's': 1,\n",
              "  'valid_size': 0.05},\n",
              " 'epochs': 40,\n",
              " 'eval_every_n_epochs': 1,\n",
              " 'fine_tune_from': 'Mar13_22-46-30_thallessilva',\n",
              " 'log_every_n_steps': 50,\n",
              " 'loss': {'temperature': 0.5, 'use_cosine_similarity': True},\n",
              " 'model': {'base_model': 'resnet18', 'out_dim': 256}}"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 7
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "udi8OnvzMUEt",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        },
        "outputId": "bc6cdde2-8f80-44a1-fd6d-0fe5f58a1eb1"
      },
      "source": [
        "checkpoints_folder"
      ],
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "'resnet-18_80-epochs/checkpoints'"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 8
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "GxuiXvAKLjQm",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "def _load_stl10(prefix=\"train\"):\n",
        "    X_train = np.fromfile('./stl10_binary/' + prefix + '_X.bin', dtype=np.uint8)\n",
        "    y_train = np.fromfile('./stl10_binary/' + prefix + '_y.bin', dtype=np.uint8)\n",
        "\n",
        "    X_train = np.reshape(X_train, (-1, 3, 96, 96)) # CWH\n",
        "    X_train = np.transpose(X_train, (0, 1, 3, 2)) # CHW\n",
        "\n",
        "    print(\"{} images\".format(prefix))\n",
        "    print(X_train.shape)\n",
        "    print(y_train.shape)\n",
        "    return X_train, y_train - 1"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Xn0xslbELjQq",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 72
        },
        "outputId": "f20616d0-3e7f-4f53-bcae-529bbe7f4d40"
      },
      "source": [
        "# load STL-10 train data\n",
        "X_train, y_train = _load_stl10(\"train\")"
      ],
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "train images\n",
            "(5000, 3, 96, 96)\n",
            "(5000,)\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "7shAS6fvXtPG",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 266
        },
        "outputId": "8217a3e4-472e-4dfc-eb75-dc6cd29072e5"
      },
      "source": [
        "fig, axs = plt.subplots(nrows=2, ncols=6, constrained_layout=False, figsize=(12,4))\n",
        "\n",
        "for i, ax in enumerate(axs.flat):\n",
        "  ax.imshow(X_train[i].transpose(1,2,0))\n",
        "plt.show()"
      ],
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 864x288 with 12 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "YUJ3_xoPLjQv",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 72
        },
        "outputId": "a2b962aa-5f10-4c43-a158-2aea21369e26"
      },
      "source": [
        "# load STL-10 test data\n",
        "X_test, y_test = _load_stl10(\"test\")"
      ],
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "test images\n",
            "(8000, 3, 96, 96)\n",
            "(8000,)\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "QE8sEe_qLjQz",
        "colab_type": "text"
      },
      "source": [
        "## Test protocol #1 PCA features"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "WFmUZzKoLjQ4",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "scaler = preprocessing.StandardScaler()\n",
        "scaler.fit(X_train.reshape((X_train.shape[0],-1)))\n",
        "\n",
        "pca = PCA(n_components=config['model']['out_dim'])\n",
        "\n",
        "X_train_pca = pca.fit_transform(scaler.transform(X_train.reshape(X_train.shape[0], -1)))\n",
        "X_test_pca = pca.transform(scaler.transform(X_test.reshape(X_test.shape[0], -1)))\n",
        "\n",
        "print(\"PCA features\")\n",
        "print(X_train_pca.shape)\n",
        "print(X_test_pca.shape)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Yq2N_FpVLjQ8",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "def linear_model_eval(X_train, y_train, X_test, y_test):\n",
        "    \n",
        "    clf = LogisticRegression(random_state=0, max_iter=1200, solver='lbfgs', C=1.0)\n",
        "    clf.fit(X_train, y_train)\n",
        "    print(\"Logistic Regression feature eval\")\n",
        "    print(\"Train score:\", clf.score(X_train, y_train))\n",
        "    print(\"Test score:\", clf.score(X_test, y_test))\n",
        "    \n",
        "    print(\"-------------------------------\")\n",
        "    neigh = KNeighborsClassifier(n_neighbors=10)\n",
        "    neigh.fit(X_train, y_train)\n",
        "    print(\"KNN feature eval\")\n",
        "    print(\"Train score:\", neigh.score(X_train, y_train))\n",
        "    print(\"Test score:\", neigh.score(X_test, y_test))"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "6VTolghbLjRA",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "linear_model_eval(X_train_pca, y_train, X_test_pca, y_test)\n",
        "\n",
        "## clean up resources\n",
        "del X_train_pca\n",
        "del X_test_pca"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "5nf4rDtWLjRE",
        "colab_type": "text"
      },
      "source": [
        "## Protocol #2 Logisitc Regression"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "fYezlvoNVpeT",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# Load the neural net module\n",
        "spec = importlib.util.spec_from_file_location(\"model\", os.path.join(checkpoints_folder, 'resnet_simclr.py'))\n",
        "resnet_module = importlib.util.module_from_spec(spec)\n",
        "spec.loader.exec_module(resnet_module)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "AxhfD0c7LjRF",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "model = resnet_module.ResNetSimCLR(**config['model'])\n",
        "model.eval()\n",
        "\n",
        "state_dict = torch.load(os.path.join(checkpoints_folder, 'model.pth'), map_location=torch.device('cpu'))\n",
        "model.load_state_dict(state_dict)\n",
        "model = model.to(device)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ro6yG6ngLjRI",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "def next_batch(X, y, batch_size):\n",
        "    for i in range(0, X.shape[0], batch_size):\n",
        "        X_batch = torch.tensor(X[i: i+batch_size]) / 255.\n",
        "        y_batch = torch.tensor(y[i: i+batch_size])\n",
        "        yield X_batch.to(device), y_batch.to(device)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "oftbHXcdLjRM",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "X_train_feature = []\n",
        "\n",
        "for batch_x, batch_y in next_batch(X_train, y_train, batch_size=config['batch_size']):\n",
        "    features, _ = model(batch_x)\n",
        "    X_train_feature.extend(features.cpu().detach().numpy())\n",
        "    \n",
        "X_train_feature = np.array(X_train_feature)\n",
        "\n",
        "print(\"Train features\")\n",
        "print(X_train_feature.shape)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "sverVlKPLjRP",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "X_test_feature = []\n",
        "\n",
        "for batch_x, batch_y in next_batch(X_test, y_test, batch_size=config['batch_size']):\n",
        "    features, _ = model(batch_x)\n",
        "    X_test_feature.extend(features.cpu().detach().numpy())\n",
        "    \n",
        "X_test_feature = np.array(X_test_feature)\n",
        "\n",
        "print(\"Test features\")\n",
        "print(X_test_feature.shape)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "91jHpRQyLjRT",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "scaler = preprocessing.StandardScaler()\n",
        "scaler.fit(X_train_feature)\n",
        "\n",
        "linear_model_eval(scaler.transform(X_train_feature), y_train, scaler.transform(X_test_feature), y_test)\n",
        "\n",
        "del X_train_feature\n",
        "del X_test_feature"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "fXy_YX8_b7gL",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        ""
      ],
      "execution_count": 0,
      "outputs": []
    }
  ]
}